Advanced scenario practice

Scenarios Untimed Instant feedback

End of stage

These scenarios ask what changes at production scale. When fine-tuning earns its cost against prompting, what an enterprise boundary has to hold that a prototype does not, and what you can honestly claim from an evaluation you ran yourself. The trade-off is the deliverable, so the answer names what it gives up.

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Scenario questions

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Topic areas

80%

Benchmark to aim for

How this practice works

1Each question puts you inside a realistic situation and asks for the strongest course of action, the same shape of judgement the stage modules teach.
2Commit to an answer to see whether it holds, why the strongest option wins, and which module to revisit if it did not.
3Submit when every question is answered to see your result by topic area, with the domains worth another pass called out for you.

This practice is untimed and checks understanding of the stage you have just finished. When every stage is behind you, the exam preparation stage collects the whole course for revision, then drills both papers and runs the timed mocks.

Start the practice

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